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03 — Understand

Research-grade analytics + conversational insight

Categorai classification, themes, chat-with-data, misinformation detection, persona lab, benchmarks, and cross-tabs. Every answer cites its source rows.

Categorai v2 classification

6-category standard + unlimited custom taxonomies. Batched GPT-5-mini for throughput, GPT-5.4 for quality tier. Full metrics dashboard.
  • F1 / MCC / precision / recall / confusion
  • Human-in-the-loop relabelling
  • Versioned taxonomies per workspace
  • Batch 20 / call, parallel

Misinformation Virality Detector

4-category classifier (verified · misinformation · satire · unclear) with CLEAR Global language-coverage pathway.
  • Rumour tracking per community
  • Severity + virality scoring
  • Cross-lingual signals
  • Exportable alerts to Editorio

Chat with your data

Three modes — quick · standard · deep — powered by GPT-5-thinking. Every claim cites its source rows. No hallucinated numbers.
  • Cross-tabs without writing SQL
  • Saved question templates
  • Inline chart rendering
  • Shareable answer snapshots

Persona Lab + benchmarks

Generate synthetic personas from your dataset, debate them, and compare against industry benchmarks before you ship a real survey.
  • 25-agent debate rooms
  • Moderator + consensus summariser
  • Industry benchmark library
  • Exportable to PDF / DOCX